Cybersecurity, Python, & Threat Hunting w/Agentic AI (Full Course)

Description

In this video, I go over a full course that blends Cybersecurity, Python, and Threat Hunting with Agentic AI. It’s a 12-hour deep dive, but I’ll show you how everything fits together and why the time investment is absolutely worth it when you can start using them in real-world security scenarios. ⚡️ The Cyber Range: Enterprise Cyber Training + Internships ⚡️ https://www.skool.com/cyber-range 👆 This also gives access to the necessary logs and environment for later in the course ‼️ Necessary source code is down below next to related bookmarks 👇 ——— 00:00 Intro 04:17 Agentic AI SOC Intro 09:09 ChatGPT and LLMs Intro 17:01 AI SOC Agent Demo 30:34 Python Course Objective 36:24 Environment Setup 45:42 Debugging and Code Flow 51:25 Variables 57:20 Data Types 01:02:43 Input and Output 01:08:36 Comments 01:12:34 If Statements 01:23:05 Lists and Indexing 01:31:56 JSON 01:36:46 Dictionaries 01:49:25 String Concatenation 01:57:05 f-Strings 02:03:49 For Loops 02:13:42 Functions 02:23:57 Built-in Modules 02:42:03 Local Modules 02:51:13 Error Handling 03:20:28 Python and AI Intro 03:24:42 Install OpenAI Library 👆 Goes with this bookmark — https://drive.google.com/file/d/1_M0nFxfewoJXqCoQtPLV_a4f8KbZsU7n/view?usp=drive_link 03:28:58 Get OpenAI API Key 👆 Goes with this bookmark — https://drive.google.com/file/d/1_M0nFxfewoJXqCoQtPLV_a4f8KbZsU7n/view?usp=drive_link 03:36:57 ChatGPT with Python 👆 Goes with this bookmark — https://drive.google.com/file/d/1_M0nFxfewoJXqCoQtPLV_a4f8KbZsU7n/view?usp=drive_link 04:10:53 Force JSON Output 👆 Goes with this bookmark — https://drive.google.com/file/d/1sYSWqcUipJVbNuGEh28ViNDIbERHOwMo/view?usp=sharing 04:42:43 Tools Param - Part 1 👆 Goes with this bookmark — https://drive.google.com/file/d/1_bgNvxWwNYXEBEwFsmELhhdD1aOyhtma/view?usp=drive_link 04:50:13 Tools Param - Part 2 👆 Goes with this bookmark — https://drive.google.com/file/d/1ReWb8nyVOuEqx5NosaRBDleei-oHt2c7/view?usp=drive_link 05:16:48 Log Analytics Querying - Part 1 05:18:23 Log Analytics Querying - Part 2 👆 Goes with this bookmark — https://drive.google.com/file/d/1YQYONLNLiET_4k7YtlYooGb5pmxuqNqi/view?usp=sharing 05:32:03 Log Analytics Querying - Part 3 06:02:27 Queries with Functions 👆 Goes with this bookmark — https://drive.google.com/file/d/1QLkrvAzFHrWhHWOmMYyej0KI_qdVHEKe/view?usp=sharing 06:29:01 Tokens, Cost and Models - Part 1 👆 Goes with this bookmark — https://drive.google.com/file/d/1cFGxtXvWFSnZdUU-qorNVulvOS0GC4KE/view?usp=drive_link 06:58:58 Tokens, Cost and Models - Part 2 👆 Goes with this bookmark — https://drive.google.com/file/d/18eJ2W7EJ11PpeQQ1iUYdunm0Eetqmine/view?usp=drive_link 07:30:35 API Rate Limits 👆 Goes with this bookmark — rate_limit_test.py - https://drive.google.com/file/d/1VOhSmsBNd_ZZxniiyowcGDPOukkggebD/view?usp=drive_link logsshort.py - https://drive.google.com/file/d/1QasfOrMXMsPt0yoTYBAK7ZnJa0rnTLlM/view?usp=drive_link logslong.py - https://drive.google.com/file/d/1XeyW3paPJ0FhuFIfE-BzRoj-HJpuzEcC/view?usp=drive_link 07:54:46 Optimize KQL and Save Cost 👆 Goes with this bookmark — https://drive.google.com/file/d/1COtMaUjY__EtP43Cre3hHojZ-7VfkwwM/view?usp=sharing 08:37:13 Agentic Cyber AI Intro 08:39:22 Baseline Agent Flowchart 08:45:11 Baseline Agent Code 👆 Goes with this bookmark — https://drive.google.com/file/d/1nr88m5zu353-xDYayNumeb_N8qw6X3o8/view?usp=sharing 09:25:45 Tools to KQL Mapping 👆 Goes with this bookmark — https://drive.google.com/file/d/11QLU-PLpac1LbcTRxB51HhuuqT7AW5s6/view?usp=drive_link 10:07:52 Guardrails - Part 1 👆 Goes with this bookmark — https://drive.google.com/file/d/1AxD_wjpNsHuFS6WgJm2RhwTYks3sZZA9/view?usp=drive_link How it works: https://docs.google.com/drawings/d/1WGTitA_RN3eRvcbeLXZJAzmL8eCRVcrLyKfhk80rJok/edit 10:24:07 Guardrails - Part 2 10:40:13 Threat Hunt Prompting 👆 Goes with this bookmark — https://drive.google.com/file/d/10B-1HDj8T7LVRbG5kAbPMioLU9-UHY-X/view?usp=sharing How it works: https://docs.google.com/drawings/d/1S5Q-Ayqz6zoHvj0LmuRDJXcCJcNxwF8XdOKKpluLtys/edit?usp=sharing 11:17:00 Agentic Remediation - VM Isolation 👆 Goes with this bookmark — https://drive.google.com/file/d/1zrZNWBkL3sMxTLrHzVJxxBQkpP0QRgtb/view?usp=drive_link 11:51:33 Outro ——— LinkedIn linkedin.com/in/joshmadakor Instagram instagram.com/joshmadakor Twitter twitter.com/joshmadakor